We explore whether dynamic information from event data can improve our ability to forecast the onset and termination of international crises. Studies of dyadic interstate conflicts have demonstrated that taking into account contentious issues between countries can improve on conventional models explaining dyadic violent conflict based on purely structural factors (e.